arXiv NLP research summaries for January 16, 2024.

Today's Research Themes (AI-Generated):

• Automating prompt engineering for LLMs enhances efficiency with PRewrite based on Reinforcement Learning.

• MARIO pipeline advances mathematical reasoning in LLMs with a novel dataset and fine-tuning protocol.

• New attack model exposes the vulnerability of multilingual text classifiers to generative adversarial attacks.

• Null-shot prompting leverages LLM hallucinations to improve performance on tasks like reading comprehension.

• DAPT framework showcases a dual attention approach for continual learning in LLMs, mitigating catastrophic forgetting.